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Investigate using NeuralMagic as post-training step [Tracker] #91
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Thanks @erikerlandson! Neural Magic has also the possibility to fine-tune models. We could start working on a new Elyra pipeline that:
cc @markurtz (welcome) What could be resources for fine-tuning that model? |
Hi @erikerlandson and @pacospace, |
Thanks Christian!
The main issue I'm aware of is understanding exactly what data-set you
trained your model with, because Francesco would want to provide NM with
that same data to do it's version of training.
…On Wed, Dec 8, 2021 at 9:51 AM ChristianMeyndt ***@***.***> wrote:
Hi @erikerlandson <https://github.com/erikerlandson> and @pacospace
<https://github.com/pacospace>,
making the models smaller will help a lot for sure and Neural Magic sounds
very promising!
If you need any further information on the current model training solution
feel free to reach out to me.
I'm curious to see the outcome of this fine tuning!
Thanks
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We need the KPI mapping file (https://github.com/os-climate/corporate_data_pipeline/tree/main/data_input/ESG/kpi_mapping) and the annotations file (https://github.com/os-climate/corporate_data_pipeline/tree/main/data_input/ESG/annotations) as input. |
FYI @HeatherAck @JeremyGohBNP @LeaADeleris @andraNew @OferHarari @idemir-ids @DaBeIDS @mriefer |
Thanks @ChristianMeyndt!! I will check and let you know in case I have any trouble! |
cc @ChristianMeyndt
NeuralMagic is basically a tool for analyzing a neural net model, and identifying a modified sparse topology that is much smaller and faster. It operates as a second training phase. So one trains a model and then run a tool to analyze the model, and then a second training run to fine tune the new sparse architecture.
NeuralMagic is capable of making sparse versions of a model that are 10-100 times smaller and faster. Actual results are of course dependent on specifics of the problem domain.
Once we have the training pipeline fully ported, it should be relatively easy to add a neural-magic stage to generate a sparse version of the model.
references
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